{"id":"W3103937843","doi":"10.2196/22061","title":"Implementation of an Interactive Voice Response System for Cancer Awareness in Uganda: Mixed Methods Study","year":2020,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Uganda Cancer Institute","keywords":"Interactive voice response; Computer science; Cancer; Multimedia; Psychology; Medicine; Human–computer interaction; Telecommunications","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001678962,0.0001183193,0.0004643597,0.0001016163,0.00008797849,0.00000909404,0.00006044224,0.00004870379,0.000008170087],"category_scores_gemma":[0.00008718168,0.0001049213,0.00003035326,0.0002900101,0.00001894038,0.0001409619,0.00002423458,0.0001479097,3.681456e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003010694,"about_ca_system_score_gemma":0.001038025,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009187541,"about_ca_topic_score_gemma":0.003458451,"domain_scores_codex":[0.9980881,0.0005985416,0.0005245616,0.0003202686,0.0001831154,0.0002854434],"domain_scores_gemma":[0.9988691,0.0002363422,0.0002541247,0.000125248,0.000154472,0.0003606662],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.05482317,0.0003737792,0.5793797,0.008138978,0.00007600789,0.00003171661,0.06283861,0.00003173731,0.001627006,0.00006948943,0.0003754083,0.2922344],"study_design_scores_gemma":[0.004683463,0.0052116,0.8592693,0.0002200452,0.00009739444,0.000008349756,0.1278959,0.0009798583,0.001178454,0.000008823282,0.0003561284,0.00009068118],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937395,0.000450258,0.001060444,0.002635075,0.0001495448,0.001862226,0.00006575838,0.00002835382,0.000008788632],"genre_scores_gemma":[0.9956579,0.00003948687,0.002720379,0.001047757,0.0001214827,0.0003805779,0.00001595323,0.00001363801,0.000002800275],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2921438,"threshold_uncertainty_score":0.9974104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2134100131874538,"score_gpt":0.5756740280472512,"score_spread":0.3622640148597974,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}